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version: "3.8" | ||
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services: | ||
minio: | ||
container_name: minio-mysql-test | ||
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version: "3.8" | ||
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services: | ||
minio: | ||
container_name: minio-pg-test | ||
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version: "3.8" | ||
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services: | ||
azurite: | ||
container_name: azurite-mysql-test | ||
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version: "3.8" | ||
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services: | ||
azurite: | ||
container_name: azurite-pg-test | ||
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services: | ||
minio: | ||
container_name: minio-basic-auth-test | ||
hostname: minio | ||
image: minio/minio:${MINIO_VERSION} | ||
entrypoint: sh | ||
command: -c 'mkdir -p /data/mlflow && minio server /data --console-address ":9001"' | ||
environment: | ||
MINIO_ROOT_USER: minioadmin | ||
MINIO_ROOT_PASSWORD: minioadmin | ||
ports: | ||
- "9000:9000" | ||
- "9001:9001" | ||
volumes: | ||
- minio-basic-auth-storage:/data | ||
networks: | ||
- basic_auth_test_nw | ||
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postgres: | ||
image: "postgres:${POSTGRES_VERSION}" | ||
container_name: mlflow-basic-auth-db | ||
environment: | ||
POSTGRES_PASSWORD: postgres | ||
POSTGRES_USER: postgres | ||
POSTGRES_DB: mlflow | ||
ports: | ||
- "5432:5432" | ||
volumes: | ||
- postgres-basic-auth-storage:/var/lib/postgresql/data | ||
networks: | ||
- basic_auth_test_nw | ||
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usersdb: | ||
image: "postgres:${POSTGRES_VERSION}" | ||
container_name: mlflow-basic-auth-users-db | ||
environment: | ||
POSTGRES_PASSWORD: postgres | ||
POSTGRES_USER: postgres | ||
POSTGRES_DB: users | ||
ports: | ||
- "5433:5432" | ||
volumes: | ||
- postgres-basic-auth-users-storage:/var/lib/postgresql/data | ||
networks: | ||
- basic_auth_test_nw | ||
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mlflow: | ||
container_name: mlflow-basic-auth-test | ||
build: | ||
context: . | ||
dockerfile: Dockerfile | ||
command: "mlflow server --backend-store-uri=postgresql:// --default-artifact-root=s3://mlflow/ --host=0.0.0.0 --port=8080 --app-name basic-auth" | ||
environment: | ||
MLFLOW_S3_ENDPOINT_URL: http://minio:9000 | ||
AWS_ACCESS_KEY_ID: minioadmin | ||
AWS_SECRET_ACCESS_KEY: minioadmin | ||
PGHOST: postgres | ||
PGPORT: 5432 | ||
PGDATABASE: mlflow | ||
PGUSER: postgres | ||
PGPASSWORD: postgres | ||
MLFLOW_AUTH_CONFIG_PATH: /mlflow/basic_auth.ini | ||
ports: | ||
- "8080:8080" | ||
networks: | ||
- basic_auth_test_nw | ||
volumes: | ||
- mlflow-basic-auth-storage:/mlflow | ||
- ./test-containers/basic-auth/basic_auth.ini:/mlflow/basic_auth.ini | ||
depends_on: | ||
- minio | ||
- postgres | ||
- usersdb | ||
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volumes: | ||
postgres-basic-auth-storage: | ||
driver: local | ||
postgres-basic-auth-users-storage: | ||
driver: local | ||
mlflow-basic-auth-storage: | ||
driver: local | ||
minio-basic-auth-storage: | ||
driver: local | ||
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networks: | ||
basic_auth_test_nw: | ||
driver: bridge |
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version: "3.8" | ||
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services: | ||
gcs: | ||
container_name: gcs-mysql-test | ||
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version: "3.8" | ||
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services: | ||
gcs: | ||
container_name: gcs-pg-test | ||
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[mlflow] | ||
default_permission = READ # Default permission for all users. More details: https://mlflow.org/docs/latest/auth/index.html#permissions | ||
# database_uri = sqlite:///basic_auth.db | ||
database_uri = postgresql://postgres:postgres@usersdb:5432/users | ||
admin_username = testuser | ||
admin_password = simpletestpassword | ||
authorization_function = mlflow.server.auth:authenticate_request_basic_auth |
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import re | ||
import subprocess | ||
import time | ||
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from testcontainers.compose import DockerCompose | ||
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class ExtendedDockerCompose(DockerCompose): | ||
def wait_for_logs(self, service_name, expected_log, timeout=120, interval=5): | ||
# Get the directory where the compose file is located (context) | ||
compose_dir = self.context | ||
compose_files = self.compose_file_name | ||
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if isinstance(compose_files, list): | ||
compose_file_args = [] | ||
for file in compose_files: | ||
compose_file_args.extend(["-f", file]) | ||
else: | ||
compose_file_args = ["-f", compose_files] | ||
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start_time = time.time() | ||
while time.time() - start_time < timeout: | ||
try: | ||
# Fetch the logs of the specific service using subprocess | ||
logs = subprocess.check_output( | ||
["docker-compose", *compose_file_args, "logs", service_name], | ||
cwd=compose_dir, # Use the correct directory | ||
text=True, | ||
) | ||
# Use regex search to match the expected log pattern | ||
if re.search(expected_log, logs): | ||
print(f"Found expected log matching: {expected_log}") | ||
return | ||
except subprocess.CalledProcessError as e: | ||
print(f"Error fetching logs: {e}") | ||
time.sleep(interval) | ||
raise TimeoutError( | ||
f"Log message matching '{expected_log!r}' not found within {timeout} seconds." | ||
) |
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import os | ||
import re | ||
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import requests | ||
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from .extended_docker_compose import ExtendedDockerCompose | ||
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import mlflow | ||
from mlflow.tracking.client import MlflowClient | ||
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# from testcontainers.compose import DockerCompose | ||
# from testcontainers.core.waiting_utils import wait_for_logs | ||
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def test_postgres_backended_model_upload_and_access_with_basic_auth( | ||
test_model, training_params, conda_env | ||
): | ||
with ExtendedDockerCompose( | ||
context=".", | ||
compose_file_name=["docker-compose.basic-auth-test.yaml"], | ||
# pull=True, | ||
build=True, | ||
) as compose: | ||
mlflow_host = compose.get_service_host("mlflow", 8080) | ||
mlflow_port = compose.get_service_port("mlflow", 8080) | ||
minio_host = compose.get_service_host("minio", 9000) | ||
minio_port = compose.get_service_port("minio", 9000) | ||
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admin_username = "testuser" | ||
admin_password = "simpletestpassword" | ||
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base_url = f"http://{mlflow_host}:{mlflow_port}" | ||
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log_message = f".*Listening at: {re.escape(base_url)}.*" | ||
compose.wait_for_logs("mlflow", log_message) | ||
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experiment_name = "aws-cloud-postgres-experiment" | ||
model_name = "test-aws-pg-model" | ||
stage_name = "Staging" | ||
os.environ["MLFLOW_TRACKING_USERNAME"] = admin_username | ||
os.environ["MLFLOW_TRACKING_PASSWORD"] = admin_password | ||
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mlflow.set_tracking_uri(base_url) | ||
mlflow.set_experiment(experiment_name) | ||
experiment = mlflow.get_experiment_by_name(experiment_name) | ||
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os.environ["MLFLOW_S3_ENDPOINT_URL"] = f"http://{minio_host}:{minio_port}" | ||
os.environ["AWS_ACCESS_KEY_ID"] = "minioadmin" | ||
os.environ["AWS_SECRET_ACCESS_KEY"] = "minioadmin" | ||
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with mlflow.start_run(experiment_id=experiment.experiment_id) as run: | ||
mlflow.log_params(training_params) | ||
mlflow.pyfunc.log_model("model", conda_env=conda_env, python_model=test_model) | ||
model_uri = f"runs:/{run.info.run_id}/model" | ||
model_details = mlflow.register_model(model_uri, model_name) | ||
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client = MlflowClient() | ||
client.set_registered_model_alias( | ||
name=model_details.name, | ||
alias=stage_name, | ||
version=model_details.version, | ||
) | ||
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params = {"name": model_name, "alias": stage_name} | ||
latest_version_url = f"{base_url}/api/2.0/mlflow/registered-models/alias" | ||
r = requests.get( | ||
url=latest_version_url, | ||
params=params, | ||
auth=(admin_username, admin_password), | ||
timeout=300, | ||
) | ||
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assert "1" == r.json()["model_version"]["version"] | ||
assert "READY" == r.json()["model_version"]["status"] |